BAYSIS Selected Dataset Report

Dataset statistics

Number of variables	36
Number of observations	755
Missing cells	39
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	212.5 KiB
Average record size in memory	288.2 B

Variable types

CAT	18
NUM	16
BOOL	2

Warnings

`TempDist` has constant value "755"	Constant
`SpatDist` has constant value "755"	Constant
`TempGL` has constant value "755"	Constant
`SpatGL` has constant value "755"	Constant
`Bes2` has constant value "755"	Constant
`SpatIL` is highly correlated with `TempIL`	High correlation
`TempIL` is highly correlated with `SpatIL`	High correlation
`Lich2` is highly correlated with `Lich1`	High correlation
`Lich1` is highly correlated with `Lich2`	High correlation
`Fstf` has 39 (5.2%) missing values	Missing
`df_index` has unique values	Unique
`UArt1` has 29 (3.8%) zeros	Zeros
`AUrs1` has 715 (94.7%) zeros	Zeros

Reproduction

Analysis started	2020-10-30 17:17:42.260527
Analysis finished	2020-10-30 17:18:51.523189
Duration	1 minute and 9.26 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	755
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	946.6476821
Minimum	0
Maximum	1864
Zeros	1
Zeros (%)	0.1%
Memory size	5.9 KiB

Quantile statistics

Minimum	0
5-th percentile	96.4
Q1	507.5
median	964
Q3	1388.5
95-th percentile	1752.6
Maximum	1864
Range	1864
Interquartile range (IQR)	881

Descriptive statistics

Standard deviation	526.9047527
Coefficient of variation (CV)	0.5566006896
Kurtosis	-1.129042672
Mean	946.6476821
Median Absolute Deviation (MAD)	437
Skewness	-0.07347041414
Sum	714719
Variance	277628.6184
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1023	1	0.1%
1344	1	0.1%
331	1	0.1%
330	1	0.1%
1353	1	0.1%
1442	1	0.1%
1684	1	0.1%
325	1	0.1%
324	1	0.1%
323	1	0.1%
Other values (745)	745	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
2	1	0.1%
4	1	0.1%
5	1	0.1%
6	1	0.1%

Value	Count	Frequency (%)
1864	1	0.1%
1859	1	0.1%
1858	1	0.1%
1854	1	0.1%
1852	1	0.1%

TempMax
Real number (ℝ_≥0)

Distinct	200
Distinct (%)	26.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	247.8913907
Minimum	9
Maximum	1341
Zeros	0
Zeros (%)	0.0%
Memory size	5.9 KiB

Quantile statistics

Minimum	9
5-th percentile	41.1
Q1	106.5
median	189
Q3	325.5
95-th percentile	664.8
Maximum	1341
Range	1332
Interquartile range (IQR)	219

Descriptive statistics

Standard deviation	203.9662331
Coefficient of variation (CV)	0.8228048281
Kurtosis	4.814692333
Mean	247.8913907
Median Absolute Deviation (MAD)	99
Skewness	1.864160618
Sum	187158
Variance	41602.22426
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78	15	2.0%
129	13	1.7%
135	11	1.5%
162	11	1.5%
264	11	1.5%
99	10	1.3%
87	10	1.3%
138	10	1.3%
81	9	1.2%
117	9	1.2%
Other values (190)	646	85.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	1	0.1%
15	1	0.1%
18	5	0.7%
21	4	0.5%
24	1	0.1%

Value	Count	Frequency (%)
1341	1	0.1%
1323	2	0.3%
1257	1	0.1%
1194	1	0.1%
1029	1	0.1%

TempAvg
Real number (ℝ_≥0)

Distinct	211
Distinct (%)	27.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	89.85695364
Minimum	3
Maximum	1326
Zeros	0
Zeros (%)	0.0%
Memory size	5.9 KiB

Quantile statistics

Minimum	3
5-th percentile	15
Q1	40.5
median	70
Q3	106
95-th percentile	235
Maximum	1326
Range	1323
Interquartile range (IQR)	65.5

Descriptive statistics

Standard deviation	91.81710103
Coefficient of variation (CV)	1.021814087
Kurtosis	56.01190542
Mean	89.85695364
Median Absolute Deviation (MAD)	32
Skewness	5.530837802
Sum	67842
Variance	8430.380041
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44	17	2.3%
53	14	1.9%
89	13	1.7%
26	12	1.6%
52	10	1.3%
23	10	1.3%
61	10	1.3%
76	10	1.3%
81	10	1.3%
56	9	1.2%
Other values (201)	640	84.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	1	0.1%
4	1	0.1%
5	2	0.3%
6	3	0.4%
7	3	0.4%

Value	Count	Frequency (%)
1326	1	0.1%
920	1	0.1%
703	1	0.1%
575	1	0.1%
533	1	0.1%

SpatMax
Real number (ℝ_≥0)

Distinct	643
Distinct (%)	85.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17118.90331
Minimum	1036
Maximum	219082
Zeros	0
Zeros (%)	0.0%
Memory size	5.9 KiB

Quantile statistics

Minimum	1036
5-th percentile	2851.9
Q1	6788.5
median	12122
Q3	20173
95-th percentile	38702.5
Maximum	219082
Range	218046
Interquartile range (IQR)	13384.5

Descriptive statistics

Standard deviation	23665.4182
Coefficient of variation (CV)	1.382414386
Kurtosis	44.42453065
Mean	17118.90331
Median Absolute Deviation (MAD)	6069
Skewness	6.137766206
Sum	12924772
Variance	560052018.8
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13163	8	1.1%
2351	4	0.5%
189730	4	0.5%
6025	4	0.5%
6621	4	0.5%
9065	3	0.4%
20469	3	0.4%
19746	3	0.4%
13456	3	0.4%
219082	3	0.4%
Other values (633)	716	94.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1036	1	0.1%
1176	1	0.1%
1206	2	0.3%
1315	1	0.1%
1415	1	0.1%

Value	Count	Frequency (%)
219082	3	0.4%
195310	2	0.3%
189730	4	0.5%
153237	1	0.1%
135780	1	0.1%

SpatAvg
Real number (ℝ_≥0)

Distinct	648
Distinct (%)	85.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4374.668874
Minimum	358
Maximum	17805
Zeros	0
Zeros (%)	0.0%
Memory size	5.9 KiB

Quantile statistics

Minimum	358
5-th percentile	1156.1
Q1	2364
median	3835
Q3	6009.5
95-th percentile	9520.6
Maximum	17805
Range	17447
Interquartile range (IQR)	3645.5

Descriptive statistics

Standard deviation	2642.116014
Coefficient of variation (CV)	0.6039579428
Kurtosis	1.649895619
Mean	4374.668874
Median Absolute Deviation (MAD)	1763
Skewness	1.114719761
Sum	3302875
Variance	6980777.031
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5606	5	0.7%
10266	4	0.5%
2961	3	0.4%
4066	3	0.4%
3520	3	0.4%
4379	3	0.4%
6575	3	0.4%
7933	3	0.4%
4423	3	0.4%
8890	3	0.4%
Other values (638)	722	95.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
358	1	0.1%
393	1	0.1%
544	1	0.1%
643	1	0.1%
660	1	0.1%

Value	Count	Frequency (%)
17805	1	0.1%
15132	1	0.1%
14785	1	0.1%
14198	1	0.1%
13744	1	0.1%

TempDist
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

0	755

Common Values
Chart

Value	Count	Frequency (%)
0	755	100.0%

SpatDist
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

0	755

Common Values
Chart

Value	Count	Frequency (%)
0	755	100.0%

Coverage
Real number (ℝ_≥0)

Distinct	82
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	34.2410596
Minimum	2
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	5.9 KiB

Quantile statistics

Minimum	2
5-th percentile	10
Q1	21
median	31
Q3	44
95-th percentile	69
Maximum	100
Range	98
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	17.90907358
Coefficient of variation (CV)	0.5230291875
Kurtosis	0.5238877505
Mean	34.2410596
Median Absolute Deviation (MAD)	12
Skewness	0.8296156382
Sum	25852
Variance	320.7349166
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	27	3.6%
18	27	3.6%
25	22	2.9%
16	21	2.8%
21	21	2.8%
35	20	2.6%
40	20	2.6%
28	20	2.6%
31	20	2.6%
19	19	2.5%
Other values (72)	538	71.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	2	0.3%
3	5	0.7%
5	4	0.5%
6	2	0.3%
7	3	0.4%

Value	Count	Frequency (%)
100	3	0.4%
88	2	0.3%
87	1	0.1%
86	2	0.3%
85	1	0.1%

TempGL
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

3	755

Frequencies
Length

Value	Count	Frequency (%)
3	755	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

SpatGL
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

2	755

Frequencies
Length

Value	Count	Frequency (%)
2	755	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

TempIL
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

3	432
4	197
5	125
2	1

Frequencies
Length

Value	Count	Frequency (%)
3	432	57.2%
4	197	26.1%
5	125	16.6%
2	1	0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

SpatIL
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.189403974
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	5.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.172131767
Coefficient of variation (CV)	0.3675080916
Kurtosis	-1.152670275
Mean	3.189403974
Median Absolute Deviation (MAD)	1
Skewness	0.09351731699
Sum	2408
Variance	1.37389288
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
2	242	32.1%
4	197	26.1%
3	160	21.2%
5	125	16.6%
1	31	4.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	31	4.1%
2	242	32.1%
3	160	21.2%
4	197	26.1%
5	125	16.6%

Value	Count	Frequency (%)
5	125	16.6%
4	197	26.1%
3	160	21.2%
2	242	32.1%
1	31	4.1%

TLCar
Real number (ℝ_≥0)

Distinct	505
Distinct (%)	66.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1517.87947
Minimum	1000
Maximum	1999
Zeros	0
Zeros (%)	0.0%
Memory size	5.9 KiB

Quantile statistics

Minimum	1000
5-th percentile	1069.9
Q1	1269
median	1514
Q3	1775.5
95-th percentile	1953.3
Maximum	1999
Range	999
Interquartile range (IQR)	506.5

Descriptive statistics

Standard deviation	287.6553854
Coefficient of variation (CV)	0.1895113486
Kurtosis	-1.230928041
Mean	1517.87947
Median Absolute Deviation (MAD)	257
Skewness	-0.02810611162
Sum	1145999
Variance	82745.62073
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1403	6	0.8%
1608	5	0.7%
1293	5	0.7%
1851	5	0.7%
1955	5	0.7%
1881	5	0.7%
1557	5	0.7%
1689	4	0.5%
1183	4	0.5%
1269	4	0.5%
Other values (495)	707	93.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1000	1	0.1%
1001	1	0.1%
1003	1	0.1%
1008	1	0.1%
1014	1	0.1%

Value	Count	Frequency (%)
1999	1	0.1%
1998	2	0.3%
1996	1	0.1%
1992	1	0.1%
1991	1	0.1%

TLHGV
Real number (ℝ_≥0)

Distinct	367
Distinct (%)	48.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	740.4622517
Minimum	501
Maximum	999
Zeros	0
Zeros (%)	0.0%
Memory size	5.9 KiB

Quantile statistics

Minimum	501
5-th percentile	527
Q1	616
median	733
Q3	866.5
95-th percentile	967.3
Maximum	999
Range	498
Interquartile range (IQR)	250.5

Descriptive statistics

Standard deviation	144.0140433
Coefficient of variation (CV)	0.1944920797
Kurtosis	-1.24071427
Mean	740.4622517
Median Absolute Deviation (MAD)	123
Skewness	0.07525842727
Sum	559049
Variance	20740.04466
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
926	8	1.1%
626	7	0.9%
698	6	0.8%
843	6	0.8%
522	6	0.8%
579	6	0.8%
702	5	0.7%
840	5	0.7%
567	5	0.7%
798	5	0.7%
Other values (357)	696	92.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
501	4	0.5%
502	3	0.4%
506	2	0.3%
507	1	0.1%
508	1	0.1%

Value	Count	Frequency (%)
999	2	0.3%
998	3	0.4%
997	1	0.1%
995	1	0.1%
994	1	0.1%

Strasse
Categorical

Distinct	14
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

A3	278
A9	192
A99	63
A73	52
A96	41
Other values (9)	129

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
A3	278	36.8%
A9	192	25.4%
A99	63	8.3%
A73	52	6.9%
A96	41	5.4%
A6	37	4.9%
A7	35	4.6%
A92	21	2.8%
A94	14	1.9%
A93	12	1.6%
Other values (4)	10	1.3%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	0.4%

Histogram of lengths of the category

Length

Max length	4
Median length	2
Mean length	2.284768212
Min length	2

Kat
Categorical

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

7	374
3	323
2	52
1	6

Frequencies
Length

Value	Count	Frequency (%)
7	374	49.5%
3	323	42.8%
2	52	6.9%
1	6	0.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Typ
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.288741722
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	5.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	6
Q3	6
95-th percentile	6
Maximum	7
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.633962452
Coefficient of variation (CV)	0.3089510772
Kurtosis	1.707856572
Mean	5.288741722
Median Absolute Deviation (MAD)	0
Skewness	-1.778344415
Sum	3993
Variance	2.669833295
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
6	576	76.3%
3	76	10.1%
1	67	8.9%
7	31	4.1%
5	5	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	67	8.9%
3	76	10.1%
5	5	0.7%
6	576	76.3%
7	31	4.1%

Value	Count	Frequency (%)
7	31	4.1%
6	576	76.3%
5	5	0.7%
3	76	10.1%
1	67	8.9%

Betei
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.251655629
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	5.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	4
Maximum	8
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7411595962
Coefficient of variation (CV)	0.329162056
Kurtosis	11.95093789
Mean	2.251655629
Median Absolute Deviation (MAD)	0
Skewness	2.44075112
Sum	1700
Variance	0.549317547
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	540	71.5%
3	129	17.1%
1	43	5.7%
4	33	4.4%
5	6	0.8%
8	2	0.3%
6	2	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	43	5.7%
2	540	71.5%
3	129	17.1%
4	33	4.4%
5	6	0.8%

Value	Count	Frequency (%)
8	2	0.3%
6	2	0.3%
5	6	0.8%
4	33	4.4%
3	129	17.1%

UArt1
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.866225166
Minimum	0
Maximum	9
Zeros	29
Zeros (%)	3.8%
Memory size	5.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.87171064
Coefficient of variation (CV)	0.6530228895
Kurtosis	3.165931553
Mean	2.866225166
Median Absolute Deviation (MAD)	1
Skewness	1.786431065
Sum	2164
Variance	3.503300718
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	357	47.3%
3	205	27.2%
5	63	8.3%
1	43	5.7%
0	29	3.8%
8	28	3.7%
9	22	2.9%
7	7	0.9%
6	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	29	3.8%
1	43	5.7%
2	357	47.3%
3	205	27.2%
5	63	8.3%

Value	Count	Frequency (%)
9	22	2.9%
8	28	3.7%
7	7	0.9%
6	1	0.1%
5	63	8.3%

UArt2
Real number (ℝ)

Distinct	7
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.3059602649
Minimum	-1
Maximum	9
Zeros	4
Zeros (%)	0.5%
Memory size	5.9 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	8.3
Maximum	9
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.425090766
Coefficient of variation (CV)	-7.926162461
Kurtosis	9.895298401
Mean	-0.3059602649
Median Absolute Deviation (MAD)	0
Skewness	3.403290888
Sum	-231
Variance	5.881065224
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
-1	689	91.3%
9	38	5.0%
8	10	1.3%
3	9	1.2%
2	4	0.5%
0	4	0.5%
1	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	689	91.3%
0	4	0.5%
1	1	0.1%
2	4	0.5%
3	9	1.2%

Value	Count	Frequency (%)
9	38	5.0%
8	10	1.3%
3	9	1.2%
2	4	0.5%
1	1	0.1%

AUrs1
Real number (ℝ_≥0)

ZEROS

Distinct	8
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.059602649
Minimum	0
Maximum	89
Zeros	715
Zeros (%)	94.7%
Memory size	5.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	72
Maximum	89
Range	89
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	17.23393104
Coefficient of variation (CV)	4.24522608
Kurtosis	14.57881918
Mean	4.059602649
Median Absolute Deviation (MAD)	0
Skewness	4.04756521
Sum	3065
Variance	297.0083792
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	715	94.7%
73	13	1.7%
72	13	1.7%
82	6	0.8%
89	5	0.7%
88	1	0.1%
80	1	0.1%
75	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	715	94.7%
72	13	1.7%
73	13	1.7%
75	1	0.1%
80	1	0.1%

Value	Count	Frequency (%)
89	5	0.7%
88	1	0.1%
82	6	0.8%
80	1	0.1%
75	1	0.1%

AUrs2
Categorical

Distinct	3
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

0	753
81	1
80	1

Frequencies
Length

Value	Count	Frequency (%)
0	753	99.7%
81	1	0.1%
80	1	0.1%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	0.3%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.002649007
Min length	1

AufHi
Real number (ℝ)

Distinct	5
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.4953642384
Minimum	-1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	5.9 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	3
Maximum	8
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.381352591
Coefficient of variation (CV)	-2.788559374
Kurtosis	5.080341107
Mean	-0.4953642384
Median Absolute Deviation (MAD)	0
Skewness	2.510358057
Sum	-374
Variance	1.90813498
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
-1	664	87.9%
3	79	10.5%
4	10	1.3%
8	1	0.1%
5	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	664	87.9%
3	79	10.5%
4	10	1.3%
5	1	0.1%
8	1	0.1%

Value	Count	Frequency (%)
8	1	0.1%
5	1	0.1%
4	10	1.3%
3	79	10.5%
-1	664	87.9%

Alkoh
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

-1	744
1	11

Frequencies
Length

Value	Count	Frequency (%)
-1	744	98.5%
1	11	1.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.985430464
Min length	1

Char1
Real number (ℝ)

Distinct	5
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.6556291391
Minimum	-1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	5.9 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	4
Maximum	6
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.379301122
Coefficient of variation (CV)	-2.10378252
Kurtosis	13.54443612
Mean	-0.6556291391
Median Absolute Deviation (MAD)	0
Skewness	3.883414444
Sum	-495
Variance	1.902471586
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
-1	709	93.9%
5	18	2.4%
4	14	1.9%
6	10	1.3%
2	4	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	709	93.9%
2	4	0.5%
4	14	1.9%
5	18	2.4%
6	10	1.3%

Value	Count	Frequency (%)
6	10	1.3%
5	18	2.4%
4	14	1.9%
2	4	0.5%
-1	709	93.9%

Char2
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

-1	748
6	7

Frequencies
Length

Value	Count	Frequency (%)
-1	748	99.1%
6	7	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.990728477
Min length	1

Bes1
Categorical

Distinct	3
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

-1	581
6	171
1	3

Frequencies
Length

Value	Count	Frequency (%)
-1	581	77.0%
6	171	22.6%
1	3	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.769536424
Min length	1

Bes2
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

-1	755

Frequencies
Length

Value	Count	Frequency (%)
-1	755	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Lich1
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

0	636
2	84
1	35

Frequencies
Length

Value	Count	Frequency (%)
0	636	84.2%
2	84	11.1%
1	35	4.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Lich2
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

-1	636
4	111
3	8

Frequencies
Length

Value	Count	Frequency (%)
-1	636	84.2%
4	111	14.7%
3	8	1.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.842384106
Min length	1

Zust1
Categorical

Distinct	4
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

0	618
1	124
2	12
-1	1

Frequencies
Length

Value	Count	Frequency (%)
0	618	81.9%
1	124	16.4%
2	12	1.6%
-1	1	0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.001324503
Min length	1

Zust2
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

-1	748
2	7

Frequencies
Length

Value	Count	Frequency (%)
-1	748	99.1%
2	7	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.990728477
Min length	1

Fstf
Categorical

MISSING

Distinct	7
Distinct (%)	1.0%
Missing	39
Missing (%)	5.2%
Memory size	5.9 KiB

2	360
1	213
3	119
4	15
S	5
Other values (2)	4

Frequencies
Length

Value	Count	Frequency (%)
2	360	47.7%
1	213	28.2%
3	119	15.8%
4	15	2.0%
S	5	0.7%
5	2	0.3%
F	2	0.3%
(Missing)	39	5.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.103311258
Min length	1

WoTag
Categorical

Distinct	8
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

Fr	150
Do	131
Mi	127
Di	115
Mo	89
Other values (3)	143

Frequencies
Length

Value	Count	Frequency (%)
Fr	150	19.9%
Do	131	17.4%
Mi	127	16.8%
Di	115	15.2%
Mo	89	11.8%
So	73	9.7%
Sa	65	8.6%
	5	0.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.986754967
Min length	0

FeiTag
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

-1	741
1	14

Frequencies
Length

Value	Count	Frequency (%)
-1	741	98.1%
1	14	1.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.981456954
Min length	1

Month
Categorical

Distinct	12
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

Jul	114
Aug	90
Sep	83
Oct	65
Jun	60
Other values (7)	343

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Jul	114	15.1%
Aug	90	11.9%
Sep	83	11.0%
Oct	65	8.6%
Jun	60	7.9%
Apr	57	7.5%
Nov	56	7.4%
May	53	7.0%
Mar	51	6.8%
Dec	49	6.5%
Other values (2)	77	10.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	Coverage	TempGL	SpatGL	TempIL	SpatIL	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AUrs1	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust1	Zust2	Fstf	WoTag	FeiTag	Month
0	0	360	222	6568	4311	61	3	2	3	1	1714	718	A3	2	1	3	2	-1	0	-1	-1	-1	-1	-1	-1	0	-1	1	-1	2	Di	1	Jan
1	2	162	89	13925	7212	50	3	2	4	4	1293	804	A3	3	6	5	2	9	0	3	-1	-1	-1	-1	-1	0	-1	1	-1	2	Mi	-1	Jan
2	4	162	49	20701	5847	28	3	2	3	3	1417	502	A3	3	6	2	2	-1	0	-1	-1	-1	-1	-1	-1	0	-1	0	-1	NaN	Mi	-1	Jan
3	5	45	20	7483	3057	42	3	2	5	5	1044	780	A6	3	6	3	2	-1	0	-1	1	-1	-1	-1	-1	0	-1	0	-1	1	Mi	-1	Jan
4	6	285	117	18067	5068	28	3	2	3	3	1205	643	A9	7	1	3	3	-1	72	-1	-1	-1	-1	-1	-1	0	-1	1	2	1	Mi	-1	Jan
5	8	138	55	6415	3142	42	3	2	4	4	1803	985	A9	7	1	2	3	-1	0	-1	-1	-1	-1	-1	-1	2	4	0	-1	1	Fr	-1	Jan
6	10	873	225	31413	4387	13	3	2	5	5	1674	752	A3	7	1	1	9	-1	73	3	-1	-1	-1	-1	-1	0	-1	1	-1	3	Sa	-1	Jan
7	11	24	19	10902	9937	78	3	2	3	2	1302	634	A70	7	7	2	7	-1	0	-1	-1	-1	-1	-1	-1	0	-1	1	-1	2	Sa	-1	Jan
8	13	189	76	27987	10911	39	3	2	4	4	1247	531	A9	3	1	2	3	-1	72	-1	-1	5	-1	-1	-1	0	-1	1	2	1	Sa	-1	Jan
9	14	99	20	20587	3917	19	3	2	3	3	1851	713	A9	7	1	1	9	-1	72	3	-1	-1	-1	-1	-1	0	-1	2	-1	3	Sa	-1	Jan

Last rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	Coverage	TempGL	SpatGL	TempIL	SpatIL	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust1	Zust2	Fstf	WoTag	FeiTag	Month
745	1830	696	199	23966	6775	27	3	2	5	5	1854	982	A3	3	6	3	2	-1	-1	-1	-1	-1	6	-1	2	4	1	-1	2	Fr	-1	Dec
746	1832	729	275	36911	8020	21	3	2	3	1	1782	567	A3	7	6	2	3	-1	-1	-1	-1	-1	-1	-1	0	-1	1	-1	2	Sa	-1	Dec
747	1833	729	275	36911	8020	21	3	2	5	5	1782	567	A3	3	6	3	2	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	2	Sa	-1	Dec
748	1834	300	160	15639	8285	52	3	2	4	4	1076	855	A3	3	6	8	1	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	2	Sa	-1	Dec
749	1835	300	160	15639	8285	52	3	2	5	5	1076	855	A3	3	6	2	2	-1	-1	-1	6	-1	-1	-1	0	-1	0	-1	2	Sa	-1	Dec
750	1852	123	46	8519	3828	42	3	2	4	4	1928	876	A9	3	6	2	1	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	1	Do	1	Dec
751	1854	477	125	38041	5444	14	3	2	3	2	1274	619	A3	3	6	2	2	-1	-1	-1	-1	-1	6	-1	2	4	0	-1	2	Fr	-1	Dec
752	1858	237	52	29229	6305	21	3	2	3	2	1269	784	A9	3	6	3	2	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	F	Fr	-1	Dec
753	1859	564	94	43244	7047	16	3	2	3	2	1785	638	A7	3	1	4	2	9	3	-1	-1	-1	-1	-1	0	-1	0	-1	2		-1	Dec
754	1864	87	79	3788	3411	88	3	2	3	3	1363	741	A92	3	6	2	2	-1	-1	1	-1	-1	-1	-1	2	4	0	-1	2	So	-1	Dec

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows